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'''[[Main Page|Home]] * [[People]] * Frank Hutter'''
[[FILE:frank_hutter.jpg|border|right|thumb|240px|link=http://aad.informatik.uni-freiburg.de/people/hutter/index.html| Frank Hutter <ref>[http://aad.informatik.uni-freiburg.de/people/hutter/index.html Frank Hutter]</ref> ]]
'''Frank Hutter''',<br/>
a German computer scientist, mathematician and professor at [https://en.wikipedia.org/wiki/University_of_Freiburg University of Freiburg].
His research covers the fields of [[Learning|machine learning]], [[Deep Learning|deep learning]], automated [https://en.wikipedia.org/wiki/Problem_solving problem solving], [https://en.wikipedia.org/wiki/Stochastic_optimization stochastic optimization], [https://en.wikipedia.org/wiki/Stochastic_gradient_descent stochastic gradient descent] and [https://en.wikipedia.org/wiki/Bayesian_optimization Bayesian optimization].
He defended his M.Sc. degree on stochastic [https://en.wikipedia.org/wiki/Local_search_(optimization) local search] at [[Darmstadt University of Technology]] in 2004 under [[Mathematician#TStuetzle|Thomas Stützle]] and [[Mathematician#HHHoos|Holger H. Hoos]],
and his Ph.D. on ''Automating the Configuration of Algorithms for Solving Hard Computational Problems'' at [https://en.wikipedia.org/wiki/University_of_British_Columbia University of British Columbia] in 2009 under Holger H. Hoos, [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] and [[Mathematician#KPMurphy|Kevin P. Murphy]].
=Selected Publications=
<ref>[https://dblp.org/pers/hd/h/Hutter:Frank dblp: Frank Hutter]</ref> <ref>[https://ml.informatik.uni-freiburg.de/people/hutter/publications.html Publications - Frank Hutter]</ref> <ref>[https://scholar.google.ca/citations?user=YUrxwrkAAAAJ&hl=en Frank Hutter - Google Scholar Citations]</ref>
==2002 ...==
* [[Frank Hutter]], [[Mathematician#DADTompkins|Dave A. D. Tompkins]], [[Mathematician#HHHoos|Holger H. Hoos]] ('''2002'''). ''[https://link.springer.com/chapter/10.1007/3-540-46135-3_16 Scaling and Probabilistic Smoothing: Efficient Dynamic Local Search for SAT]''. [https://dblp.org/db/conf/cp/cp2002.html CP 2002], [https://www.cs.ubc.ca/~hoos/Publ/cp02-saps.pdf pdf]
* [[Frank Hutter]] ('''2004'''). ''Stochastic Local Search for Solving the Most Probable Explanation Problem in Bayesian Networks''. Diploma thesis (M.Sc.), [[Darmstadt University of Technology]], supervisors [[Mathematician#TStuetzle|Thomas Stützle]] and [[Mathematician#HHHoos|Holger H. Hoos]], [https://pdfs.semanticscholar.org/bcce/9a026ff863442cea6d1596bfe06ee02af32f.pdf pdf]
==2005 ...==
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#TStuetzle|Thomas Stützle]] ('''2005'''). ''[https://dl.acm.org/citation.cfm?id=1642320 Efficient Stochastic Local Search for MPE Solving]''. [[Conferences#IJCAI2005|IJCAI 2005]], [https://www.cs.ubc.ca/~hutter/papers/ijcai05-sls4mpe.pdf pdf]
* [[Frank Hutter]], [https://scholar.google.co.uk/citations?user=LqUxHuQAAAAJ&hl=en Youssef Hamadi], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2006'''). ''[https://link.springer.com/chapter/10.1007/11889205_17 Performance Prediction and Automated Tuning of Randomized and Parametric Algorithms]''. [https://dblp.org/db/conf/cp/cp2006.html CP 2006], [https://www.cs.ubc.ca/~hutter/papers/aaaiws06_lfs06-autoparam-prelim.pdf pdf]
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#TStuetzle|Thomas Stützle]] ('''2007'''). ''[https://dl.acm.org/citation.cfm?id=1619831 Automatic Algorithm Configuration Based on Local Search]''. [[Conferences#AAAI-2007|AAAI 2007]], [https://www.cs.ubc.ca/~hutter/papers/aaai07_param_ils.pdf pdf]
* [[Frank Hutter]] ('''2009'''). ''Automating the Configuration of Algorithms for Solving Hard Computational Problems''. Ph.D. thesis, [https://en.wikipedia.org/wiki/University_of_British_Columbia University of British Columbia], supervisors [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] and [[Mathematician#KPMurphy|Kevin P. Murphy]], [https://www.cs.ubc.ca/~hutter/papers/Hutter09PhD.pdf pdf]
==2010 ...==
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#KPMurphy|Kevin P. Murphy]] ('''2010'''). ''[https://dl.acm.org/citation.cfm?id=1893694 Time-Bounded Sequential Parameter Optimization]''. [https://dblp.org/db/conf/lion/lion2010.html LION 2010], [https://ml.informatik.uni-freiburg.de/papers/10-LION-TB-SPO.pdf pdf]
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2010'''). ''[https://link.springer.com/article/10.1007/s10472-010-9191-0 Tradeoffs in the empirical evaluation of competing algorithm designs]''. [https://link.springer.com/journal/10472/60/1 Annals of Mathematics and Artificial Intelligence, Vol. 60, Nos. 1-2], [https://www.cs.ubc.ca/~hoos/Publ/HutEtAl10d-preprint.pdf pdf]
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2011'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-25566-3_40 Sequential Model-Based Optimization for General Algorithm Configuration]''. [https://dblp.org/db/conf/lion/lion2011.html LION 2011], [https://ml.informatik.uni-freiburg.de/papers/11-LION5-SMAC.pdf pdf]
* [[Frank Hutter]], [https://scholar.google.ca/citations?user=lTcTyjUAAAAJ&hl=en Lin Xu], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2012'''). ''Algorithm Runtime Prediction: Methods & Evaluation''. [https://arxiv.org/abs/1211.0906 arXiv:1211.0906]
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2013'''). ''Bayesian Optimization With Censored Response Data''. [https://arxiv.org/abs/1310.1947 arXiv:1310.1947]
* [[Mathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Frank Hutter]], [https://scholar.google.ca/citations?user=lTcTyjUAAAAJ&hl=en Lin Xu] ('''2014'''). ''[https://dl.acm.org/citation.cfm?id=2594424 Understanding the empirical hardness of NP-complete problems]''. [[ACM#Communications|Communications of the ACM]], Vol. 57, No. 5, [http://aad.informatik.uni-freiburg.de/media/_publications/14-CACM-EHMs-preprint.pdf pdf]
==2015 ...==
* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2015'''). ''Online Batch Selection for Faster Training of Neural Networks''. [https://arxiv.org/abs/1511.06343 arXiv:1511.06343]
* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2016'''). ''SGDR: Stochastic Gradient Descent with Warm Restarts''. [https://arxiv.org/abs/1608.03983 arXiv:1608.03983]
* [[Thomas Elsken]], [[Jan Hendrik Metzen]], [[Frank Hutter]] ('''2017'''). ''Simple And Efficient Architecture Search for Convolutional Neural Networks''. [https://arxiv.org/abs/1711.04528 arXiv:1711.04528]
* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2017'''). ''Decoupled Weight Decay Regularization''. [https://arxiv.org/abs/1711.05101 arXiv:1711.05101]
* [[Thomas Elsken]], [[Jan Hendrik Metzen]], [[Frank Hutter]] ('''2018'''). ''Neural Architecture Search: A Survey''. [https://arxiv.org/abs/1808.05377 arXiv:1808.05377]
* [[Marius Lindauer]], [[Frank Hutter]] ('''2019'''). ''Best Practices for Scientific Research on Neural Architecture Search''. [https://arxiv.org/abs/1909.02453 arXiv:1909.02453]
* [https://dblp.org/pers/hd/f/Fuks:Lior Lior Fuks], [https://dblp.org/pers/hd/a/Awad:Noor Noor Awad], [[Frank Hutter]], [[Marius Lindauer]] ('''2019'''). ''An Evolution Strategy with Progressive Episode Lengths for Playing Games''. [[Conferences#IJCAI2019|IJCAI 2019]], [https://ml.informatik.uni-freiburg.de/papers/19-IJCAI_PEL.pdf pdf]
=External Links=
* [http://aad.informatik.uni-freiburg.de/people/hutter/index.html Frank Hutter]
* [https://www.brainlinks-braintools.uni-freiburg.de/de/ueber-uns/wissenschaftler/profil-hutter/ Frank Hutter - Learning Optimization Automated Algorithm Design]
* [https://genealogy.math.ndsu.nodak.edu/id.php?id=139131 Frank Hutter - The Mathematics Genealogy Project]
=References=
<references />
'''[[People|Up one Level]]'''
[[Category:Researcher|Hutter]]
[[Category:Mathematician|Hutter]]
[[FILE:frank_hutter.jpg|border|right|thumb|240px|link=http://aad.informatik.uni-freiburg.de/people/hutter/index.html| Frank Hutter <ref>[http://aad.informatik.uni-freiburg.de/people/hutter/index.html Frank Hutter]</ref> ]]
'''Frank Hutter''',<br/>
a German computer scientist, mathematician and professor at [https://en.wikipedia.org/wiki/University_of_Freiburg University of Freiburg].
His research covers the fields of [[Learning|machine learning]], [[Deep Learning|deep learning]], automated [https://en.wikipedia.org/wiki/Problem_solving problem solving], [https://en.wikipedia.org/wiki/Stochastic_optimization stochastic optimization], [https://en.wikipedia.org/wiki/Stochastic_gradient_descent stochastic gradient descent] and [https://en.wikipedia.org/wiki/Bayesian_optimization Bayesian optimization].
He defended his M.Sc. degree on stochastic [https://en.wikipedia.org/wiki/Local_search_(optimization) local search] at [[Darmstadt University of Technology]] in 2004 under [[Mathematician#TStuetzle|Thomas Stützle]] and [[Mathematician#HHHoos|Holger H. Hoos]],
and his Ph.D. on ''Automating the Configuration of Algorithms for Solving Hard Computational Problems'' at [https://en.wikipedia.org/wiki/University_of_British_Columbia University of British Columbia] in 2009 under Holger H. Hoos, [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] and [[Mathematician#KPMurphy|Kevin P. Murphy]].
=Selected Publications=
<ref>[https://dblp.org/pers/hd/h/Hutter:Frank dblp: Frank Hutter]</ref> <ref>[https://ml.informatik.uni-freiburg.de/people/hutter/publications.html Publications - Frank Hutter]</ref> <ref>[https://scholar.google.ca/citations?user=YUrxwrkAAAAJ&hl=en Frank Hutter - Google Scholar Citations]</ref>
==2002 ...==
* [[Frank Hutter]], [[Mathematician#DADTompkins|Dave A. D. Tompkins]], [[Mathematician#HHHoos|Holger H. Hoos]] ('''2002'''). ''[https://link.springer.com/chapter/10.1007/3-540-46135-3_16 Scaling and Probabilistic Smoothing: Efficient Dynamic Local Search for SAT]''. [https://dblp.org/db/conf/cp/cp2002.html CP 2002], [https://www.cs.ubc.ca/~hoos/Publ/cp02-saps.pdf pdf]
* [[Frank Hutter]] ('''2004'''). ''Stochastic Local Search for Solving the Most Probable Explanation Problem in Bayesian Networks''. Diploma thesis (M.Sc.), [[Darmstadt University of Technology]], supervisors [[Mathematician#TStuetzle|Thomas Stützle]] and [[Mathematician#HHHoos|Holger H. Hoos]], [https://pdfs.semanticscholar.org/bcce/9a026ff863442cea6d1596bfe06ee02af32f.pdf pdf]
==2005 ...==
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#TStuetzle|Thomas Stützle]] ('''2005'''). ''[https://dl.acm.org/citation.cfm?id=1642320 Efficient Stochastic Local Search for MPE Solving]''. [[Conferences#IJCAI2005|IJCAI 2005]], [https://www.cs.ubc.ca/~hutter/papers/ijcai05-sls4mpe.pdf pdf]
* [[Frank Hutter]], [https://scholar.google.co.uk/citations?user=LqUxHuQAAAAJ&hl=en Youssef Hamadi], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2006'''). ''[https://link.springer.com/chapter/10.1007/11889205_17 Performance Prediction and Automated Tuning of Randomized and Parametric Algorithms]''. [https://dblp.org/db/conf/cp/cp2006.html CP 2006], [https://www.cs.ubc.ca/~hutter/papers/aaaiws06_lfs06-autoparam-prelim.pdf pdf]
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#TStuetzle|Thomas Stützle]] ('''2007'''). ''[https://dl.acm.org/citation.cfm?id=1619831 Automatic Algorithm Configuration Based on Local Search]''. [[Conferences#AAAI-2007|AAAI 2007]], [https://www.cs.ubc.ca/~hutter/papers/aaai07_param_ils.pdf pdf]
* [[Frank Hutter]] ('''2009'''). ''Automating the Configuration of Algorithms for Solving Hard Computational Problems''. Ph.D. thesis, [https://en.wikipedia.org/wiki/University_of_British_Columbia University of British Columbia], supervisors [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] and [[Mathematician#KPMurphy|Kevin P. Murphy]], [https://www.cs.ubc.ca/~hutter/papers/Hutter09PhD.pdf pdf]
==2010 ...==
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#KPMurphy|Kevin P. Murphy]] ('''2010'''). ''[https://dl.acm.org/citation.cfm?id=1893694 Time-Bounded Sequential Parameter Optimization]''. [https://dblp.org/db/conf/lion/lion2010.html LION 2010], [https://ml.informatik.uni-freiburg.de/papers/10-LION-TB-SPO.pdf pdf]
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2010'''). ''[https://link.springer.com/article/10.1007/s10472-010-9191-0 Tradeoffs in the empirical evaluation of competing algorithm designs]''. [https://link.springer.com/journal/10472/60/1 Annals of Mathematics and Artificial Intelligence, Vol. 60, Nos. 1-2], [https://www.cs.ubc.ca/~hoos/Publ/HutEtAl10d-preprint.pdf pdf]
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2011'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-25566-3_40 Sequential Model-Based Optimization for General Algorithm Configuration]''. [https://dblp.org/db/conf/lion/lion2011.html LION 2011], [https://ml.informatik.uni-freiburg.de/papers/11-LION5-SMAC.pdf pdf]
* [[Frank Hutter]], [https://scholar.google.ca/citations?user=lTcTyjUAAAAJ&hl=en Lin Xu], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2012'''). ''Algorithm Runtime Prediction: Methods & Evaluation''. [https://arxiv.org/abs/1211.0906 arXiv:1211.0906]
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2013'''). ''Bayesian Optimization With Censored Response Data''. [https://arxiv.org/abs/1310.1947 arXiv:1310.1947]
* [[Mathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Frank Hutter]], [https://scholar.google.ca/citations?user=lTcTyjUAAAAJ&hl=en Lin Xu] ('''2014'''). ''[https://dl.acm.org/citation.cfm?id=2594424 Understanding the empirical hardness of NP-complete problems]''. [[ACM#Communications|Communications of the ACM]], Vol. 57, No. 5, [http://aad.informatik.uni-freiburg.de/media/_publications/14-CACM-EHMs-preprint.pdf pdf]
==2015 ...==
* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2015'''). ''Online Batch Selection for Faster Training of Neural Networks''. [https://arxiv.org/abs/1511.06343 arXiv:1511.06343]
* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2016'''). ''SGDR: Stochastic Gradient Descent with Warm Restarts''. [https://arxiv.org/abs/1608.03983 arXiv:1608.03983]
* [[Thomas Elsken]], [[Jan Hendrik Metzen]], [[Frank Hutter]] ('''2017'''). ''Simple And Efficient Architecture Search for Convolutional Neural Networks''. [https://arxiv.org/abs/1711.04528 arXiv:1711.04528]
* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2017'''). ''Decoupled Weight Decay Regularization''. [https://arxiv.org/abs/1711.05101 arXiv:1711.05101]
* [[Thomas Elsken]], [[Jan Hendrik Metzen]], [[Frank Hutter]] ('''2018'''). ''Neural Architecture Search: A Survey''. [https://arxiv.org/abs/1808.05377 arXiv:1808.05377]
* [[Marius Lindauer]], [[Frank Hutter]] ('''2019'''). ''Best Practices for Scientific Research on Neural Architecture Search''. [https://arxiv.org/abs/1909.02453 arXiv:1909.02453]
* [https://dblp.org/pers/hd/f/Fuks:Lior Lior Fuks], [https://dblp.org/pers/hd/a/Awad:Noor Noor Awad], [[Frank Hutter]], [[Marius Lindauer]] ('''2019'''). ''An Evolution Strategy with Progressive Episode Lengths for Playing Games''. [[Conferences#IJCAI2019|IJCAI 2019]], [https://ml.informatik.uni-freiburg.de/papers/19-IJCAI_PEL.pdf pdf]
=External Links=
* [http://aad.informatik.uni-freiburg.de/people/hutter/index.html Frank Hutter]
* [https://www.brainlinks-braintools.uni-freiburg.de/de/ueber-uns/wissenschaftler/profil-hutter/ Frank Hutter - Learning Optimization Automated Algorithm Design]
* [https://genealogy.math.ndsu.nodak.edu/id.php?id=139131 Frank Hutter - The Mathematics Genealogy Project]
=References=
<references />
'''[[People|Up one Level]]'''
[[Category:Researcher|Hutter]]
[[Category:Mathematician|Hutter]]
